Acknowledgement
This work was supported in part by grants from the National Research Foundation of Korea (NRF-2021R1A2B5B03001891).
References
- Park H, Sholl LM, Hatabu H, Awad MM, Nishino M. Imaging of precision therapy for lung cancer: current state of the art. Radiology 2019;293:15-29 https://doi.org/10.1148/radiol.2019190173
- Garcia-Figueiras R, Baleato-Gonzalez S, Luna A, MunozIglesias J, Oleaga L, Vallejo Casas JA, et al. Assessing immunotherapy with functional and molecular imaging and radiomics. Radiographics 2020;40:1987-2010 https://doi.org/10.1148/rg.2020200070
- Yirgin IK, Erturk SM, Dogan I, Vatansever S. Are radiologists ready to evaluate true response to immunotherapy? Insights Imaging 2021;12:29
- Porcu M, Solinas C, Mannelli L, Micheletti G, Lambertini M, Willard-Gallo K, et al. Radiomics and "radi-...omics" in cancer immunotherapy: a guide for clinicians. Crit Rev Oncol Hematol 2020;154:103068
- Park HJ, Kim GH, Kim KW, Lee CW, Yoon S, Chae YK, et al. Comparison of RECIST 1.1 and iRECIST in patients treated with immune checkpoint inhibitors: a systematic review and meta-analysis. Cancers (Basel) 2021;13:120
- Park HJ, Kim KW, Won SE, Yoon S, Chae YK, Tirumani SH, et al. Definition, incidence, and challenges for assessment of hyperprogressive disease during cancer treatment with immune checkpoint inhibitors: a systematic review and metaanalysis. JAMA Netw Open 2021;4:e211136
- Lee AJ, Kim KW, Cho YC, Ko Y, Sung YS, Shin Y, et al. Incidence of immune-mediated pseudoprogression of lymphoma treated with immune checkpoint inhibitors: systematic review and meta-analysis. J Clin Med 2021;10:2257
- Won SE, Park HJ, Byun S, Pyo J, Kim JH, Choi CM, et al. Impact of pseudoprogression and treatment beyond progression on outcome in patients with non-small cell lung cancer treated with immune checkpoint inhibitors. Oncoimmunology 2020;9:1776058
- Vaddepally RK, Kharel P, Pandey R, Garje R, Chandra AB. Review of indications of FDA-approved immune checkpoint inhibitors per NCCN guidelines with the level of evidence. Cancers (Basel) 2020;12:738
- Kim PH, Suh CH, Kim HS, Kim KW, Kim DY, Lee EQ, et al. Immune checkpoint inhibitor with or without radiotherapy in melanoma patients with brain metastases: a systematic review and meta-analysis. Korean J Radiol 2021;22:584-595 https://doi.org/10.3348/kjr.2020.0728
- Russo L, Avesani G, Gui B, Trombadori CML, Salutari V, Perri MT, et al. Immunotherapy-related imaging findings in patients with gynecological malignancies: what radiologists need to know. Korean J Radiol 2021;22:1310-1322 https://doi.org/10.3348/kjr.2020.1299
- Zheng B, Shin JH, Li H, Chen Y, Guo Y, Wang M. Comparison of radiological tumor response based on iRECIST and RECIST 1.1 in metastatic clear-cell renal cell carcinoma patients treated with programmed cell death-1 inhibitor therapy. Korean J Radiol 2021;22:366-375 https://doi.org/10.3348/kjr.2020.0404
- Jin S, Sun Y, Liang X, Gu X, Ning J, Xu Y, et al. Emerging new therapeutic antibody derivatives for cancer treatment. Signal Transduct Target Ther 2022;7:39
- Scott AM, Wolchok JD, Old LJ. Antibody therapy of cancer. Nat Rev Cancer 2012;12:278-287 https://doi.org/10.1038/nrc3236
- Tong JTW, Harris PWR, Brimble MA, Kavianinia I. An insight into FDA approved antibody-drug conjugates for cancer therapy. Molecules 2021;26:5847
- Wang S, Chen K, Lei Q, Ma P, Yuan AQ, Zhao Y, et al. The state of the art of bispecific antibodies for treating human malignancies. EMBO Mol Med 2021;13:e14291
- Wang X, Tang S, Cui X, Yang J, Geng C, Chen C, et al. Cytokine-induced killer cell/dendritic cell-cytokine-induced killer cell immunotherapy for the postoperative treatment of gastric cancer: a systematic review and meta-analysis. Medicine (Baltimore) 2018;97:e12230
- Lasvergnas J, Naigeon M, Chouahnia K, Zelek L, Chaput N, Duchemann B. Adoptive cell therapies in thoracic malignancies. Cancer Immunol Immunother 2022;71:2077-2098 https://doi.org/10.1007/s00262-022-03142-3
- Kalisvaart GM, Bloem JL, Bovee JVMG, van de Sande MAJ, Gelderblom H, van der Hage JA, et al. Personalising sarcoma care using quantitative multimodality imaging for response assessment. Clin Radiol 2021;76:313.e1-313.e13 https://doi.org/10.1016/j.crad.2020.12.009
- Wu M, Zhang Y, Zhang Y, Liu Y, Wu M, Ye Z. Imagingbased biomarkers for predicting and evaluating cancer immunotherapy response. Radiol Imaging Cancer 2019;1:e190031
- Liu Y, Wu M, Zhang Y, Luo Y, He S, Wang Y, et al. Imaging biomarkers to predict and evaluate the effectiveness of immunotherapy in advanced non-small-cell lung cancer. Front Oncol 2021;11:657615
- Ligero M, Garcia-Ruiz A, Viaplana C, Villacampa G, Raciti MV, Landa J, et al. A CT-based radiomics signature is associated with response to immune checkpoint inhibitors in advanced solid tumors. Radiology 2021;299:109-119 https://doi.org/10.1148/radiol.2021200928
- Pharaon R, Koczywas MA, Salgia S, Mohanty A, Massarelli E. Biomarkers in immunotherapy: literature review and future directions. J Thorac Dis 2020;12:5119-5127 https://doi.org/10.21037/jtd.2020.04.15
- Borcoman E, Kanjanapan Y, Champiat S, Kato S, Servois V, Kurzrock R, et al. Novel patterns of response under immunotherapy. Ann Oncol 2019;30:385-396 https://doi.org/10.1093/annonc/mdz003
- Cohen D, Beyar-Katz O, Even-Sapir E, Perry C. Lymphoma pseudoprogression observed on [18F]FDG PET-CT scan 15 days after CAR-T infusion. Eur J Nucl Med Mol Imaging 2022;49:2447-2449 https://doi.org/10.1007/s00259-022-05722-y
- Wang X, McIntosh L, Selove WJ, Zivny J, Cerny J. Pseudoprogression of triple-hit diffuse large B-cell lymphoma following polatuzumab vedotin-based salvage therapy. Leuk Lymphoma 2021;62:2022-2025 https://doi.org/10.1080/10428194.2021.1894646
- Braschi-Amirfarzan M, Tirumani SH, Hodi FS Jr, Nishino M. Immune-checkpoint inhibitors in the era of precision medicine: what radiologists should know. Korean J Radiol 2017;18:42-53 https://doi.org/10.3348/kjr.2017.18.1.42
- Tirumani SH, Ramaiya NH, Keraliya A, Bailey ND, Ott PA, Hodi FS, et al. Radiographic profiling of immune-related adverse events in advanced melanoma patients treated with ipilimumab. Cancer Immunol Res 2015;3:1185-1192 https://doi.org/10.1158/2326-6066.CIR-15-0102
- Durrechou Q, Domblides C, Sionneau B, Lefort F, Quivy A, Ravaud A, et al. Management of immune checkpoint inhibitor toxicities. Cancer Manag Res 2020;12:9139-9158 https://doi.org/10.2147/CMAR.S218756
- Tang SQ, Tang LL, Mao YP, Li WF, Chen L, Zhang Y, et al. The pattern of time to onset and resolution of immune-related adverse events caused by immune checkpoint inhibitors in cancer: a pooled analysis of 23 clinical trials and 8,436 patients. Cancer Res Treat 2021;53:339-354 https://doi.org/10.4143/crt.2020.790
- Smith DA, Kikano E, Tirumani SH, de Lima M, Caimi P, Ramaiya NH. Imaging-based toxicity and response pattern assessment following CAR T-cell therapy. Radiology 2022;302:438-445 https://doi.org/10.1148/radiol.2021210760
- Yoon JG, Smith DA, Tirumani SH, Caimi PF, Ramaiya NH. CAR T-cell therapy: an update for radiologists. AJR Am J Roentgenol 2021;217:1461-1474 https://doi.org/10.2214/AJR.21.26091
- Xiao X, Huang S, Chen S, Wang Y, Sun Q, Xu X, et al. Mechanisms of cytokine release syndrome and neurotoxicity of CAR T-cell therapy and associated prevention and management strategies. J Exp Clin Cancer Res 2021;40:367
- Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, et al. New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 2009;45:228-247 https://doi.org/10.1016/j.ejca.2008.10.026
- Frelaut M, du Rusquec P, de Moura A, Le Tourneau C, Borcoman E. Pseudoprogression and hyperprogression as new forms of response to immunotherapy. BioDrugs 2020;34:463-476 https://doi.org/10.1007/s40259-020-00425-y
- Basler L, Gabrys' HS, Hogan SA, Pavic M, Bogowicz M, Vuong D, et al. Radiomics, tumor volume, and blood biomarkers for early prediction of pseudoprogression in patients with metastatic melanoma treated with immune checkpoint inhibition. Clin Cancer Res 2020;26:4414-4425 https://doi.org/10.1158/1078-0432.CCR-20-0020
- Park HJ, Kim KW, Pyo J, Suh CH, Yoon S, Hatabu H, et al. Incidence of pseudoprogression during immune checkpoint inhibitor therapy for solid tumors: a systematic review and meta-analysis. Radiology 2020;297:87-96 https://doi.org/10.1148/radiol.2020200443
- Ferrari C, Maggialetti N, Masi T, Nappi AG, Santo G, Niccoli Asabella A, et al. Early evaluation of immunotherapy response in lymphoma patients by 18F-FDG PET/CT: a literature overview. J Pers Med 2021;11:217
- Cheson BD, Ansell S, Schwartz L, Gordon LI, Advani R, Jacene HA, et al. Refinement of the Lugano classification lymphoma response criteria in the era of immunomodulatory therapy. Blood 2016;128:2489-2496 https://doi.org/10.1182/blood-2016-05-718528
- Keam SJ. Piflufolastat F 18: diagnostic first approval. Mol Diagn Ther 2021;25:647-656 https://doi.org/10.1007/s40291-021-00548-0
- Fanti S, Goffin K, Hadaschik BA, Herrmann K, Maurer T, MacLennan S, et al. Consensus statements on PSMA PET/CT response assessment criteria in prostate cancer. Eur J Nucl Med Mol Imaging 2021;48:469-476 https://doi.org/10.1007/s00259-020-04934-4
- Giraudet AL, Kryza D, Hofman M, Moreau A, Fizazi K, Flechon A, et al. PSMA targeting in metastatic castration-resistant prostate cancer: where are we and where are we going? Ther Adv Med Oncol 2021;13:17588359211053898
- Park HJ, Park B, Lee SS. Radiomics and deep learning: hepatic applications. Korean J Radiol 2020;21:387-401 https://doi.org/10.3348/kjr.2019.0752
- Shur JD, Doran SJ, Kumar S, Ap Dafydd D, Downey K, O'Connor JPB, et al. Radiomics in oncology: a practical guide. Radiographics 2021;41:1717-1732 https://doi.org/10.1148/rg.2021210037
- Narang S, Lehrer M, Yang D, Lee J, Rao A. Radiomics in glioblastoma: current status, challenges and potential opportunities. Transl Cancer Res 2016;5:383-397 https://doi.org/10.21037/tcr.2016.06.31
- Kocak B, Durmaz ES,, Ates, E, Kilickesmez O. Radiomics with artificial intelligence: a practical guide for beginners. Diagn Interv Radiol 2019;25:485-495 https://doi.org/10.5152/dir.2019.19321
- Ibrahim A, Primakov S, Beuque M, Woodruff HC, Halilaj I, Wu G, et al. Radiomics for precision medicine: current challenges, future prospects, and the proposal of a new framework. Methods 2021;188:20-29 https://doi.org/10.1016/j.ymeth.2020.05.022
- Barabino E, Rossi G, Pamparino S, Fiannacca M, Caprioli S, Fedeli A, et al. Exploring response to immunotherapy in nonsmall cell lung cancer using delta-radiomics. Cancers (Basel) 2022;14:350
- Li Wen Y, Leech M. Review of the role of radiomics in tumour risk classification and prognosis of cancer. Anticancer Res 2020;40:3605-3618 https://doi.org/10.21873/anticanres.14350
- Chen Q, Zhang L, Mo X, You J, Chen L, Fang J, et al. Current status and quality of radiomic studies for predicting immunotherapy response and outcome in patients with nonsmall cell lung cancer: a systematic review and meta-analysis. Eur J Nucl Med Mol Imaging 2021;49:345-360 https://doi.org/10.1007/s00259-021-05509-7
- Chetan MR, Gleeson FV. Radiomics in predicting treatment response in non-small-cell lung cancer: current status, challenges and future perspectives. Eur Radiol 2021;31:1049-1058 https://doi.org/10.1007/s00330-020-07141-9